{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import numpy as np\n",
    "import os\n",
    "import time\n",
    "\n",
    "data_path = './von_karman/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "filenames = sorted([os.path.join(data_path,f) for f in os.listdir(data_path) if f[-3:] == 'plt'])\n",
    "timesteps = len(filenames)\n",
    "\n",
    "U = np.zeros((449,199,timesteps))\n",
    "V = np.zeros((449,199,timesteps))\n",
    "W = np.zeros((449,199,timesteps))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Timestep 101 of 101 eta: 0ss"
     ]
    }
   ],
   "source": [
    "start = time.time()\n",
    "\n",
    "for timestep in range(timesteps):\n",
    "    \n",
    "    timestep_data = np.genfromtxt(filenames[timestep], delimiter=' ',skip_header=6)\n",
    "    \n",
    "    for i in range(449):\n",
    "        \n",
    "        for j in range(199):\n",
    "            \n",
    "            U[i,j,timestep] = timestep_data[i+449*j, 2]\n",
    "            V[i,j,timestep] = timestep_data[i+449*j, 3]\n",
    "            W[i,j,timestep] = timestep_data[i+449*j, 4]\n",
    "            \n",
    "    print('\\rTimestep', timestep+1, 'of', timesteps, 'eta:', \\\n",
    "          int((timesteps-timestep-1)*(timestep+1)/(time.time()-start)), end = 's')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the data\n",
    "figure(figsize=(15,8))\n",
    "\n",
    "xx, yy = meshgrid(\n",
    "    np.arange(449),\n",
    "    np.arange(199))\n",
    "\n",
    "for j in range(4):\n",
    "    subplot(2,2,j+1)\n",
    "    pcolor(xx,yy,W[:,:,20*j].T,cmap='coolwarm', vmin=-4, vmax=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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